diff --git a/src/transformers/tokenization_marian.py b/src/transformers/tokenization_marian.py
index e1ce86ca020b..712303cb15f9 100644
--- a/src/transformers/tokenization_marian.py
+++ b/src/transformers/tokenization_marian.py
@@ -7,7 +7,7 @@
 
 import sentencepiece
 
-from .file_utils import add_start_docstrings_to_callable
+from .file_utils import add_start_docstrings
 from .tokenization_utils import BatchEncoding, PreTrainedTokenizer
 from .tokenization_utils_base import PREPARE_SEQ2SEQ_BATCH_DOCSTRING
 
@@ -125,7 +125,7 @@ def build_inputs_with_special_tokens(self, token_ids_0, token_ids_1=None) -> Lis
         # We don't expect to process pairs, but leave the pair logic for API consistency
         return token_ids_0 + token_ids_1 + [self.eos_token_id]
 
-    @add_start_docstrings_to_callable(PREPARE_SEQ2SEQ_BATCH_DOCSTRING)
+    @add_start_docstrings(PREPARE_SEQ2SEQ_BATCH_DOCSTRING)
     def prepare_seq2seq_batch(
         self,
         src_texts: List[str],
diff --git a/src/transformers/tokenization_mbart.py b/src/transformers/tokenization_mbart.py
index a5c72576aa26..eed9f0bf71b3 100644
--- a/src/transformers/tokenization_mbart.py
+++ b/src/transformers/tokenization_mbart.py
@@ -15,7 +15,7 @@
 
 from typing import List, Optional
 
-from .file_utils import add_start_docstrings_to_callable
+from .file_utils import add_start_docstrings
 from .tokenization_utils import BatchEncoding
 from .tokenization_utils_base import PREPARE_SEQ2SEQ_BATCH_DOCSTRING
 from .tokenization_xlm_roberta import XLMRobertaTokenizer
@@ -156,7 +156,7 @@ def build_inputs_with_special_tokens(
         # We don't expect to process pairs, but leave the pair logic for API consistency
         return self.prefix_tokens + token_ids_0 + token_ids_1 + self.suffix_tokens
 
-    @add_start_docstrings_to_callable(PREPARE_SEQ2SEQ_BATCH_DOCSTRING)
+    @add_start_docstrings(PREPARE_SEQ2SEQ_BATCH_DOCSTRING)
     def prepare_seq2seq_batch(
         self,
         src_texts: List[str],
diff --git a/src/transformers/tokenization_pegasus.py b/src/transformers/tokenization_pegasus.py
index 384a70c63c9a..67ae882d8c90 100644
--- a/src/transformers/tokenization_pegasus.py
+++ b/src/transformers/tokenization_pegasus.py
@@ -16,7 +16,7 @@
 
 from transformers.tokenization_reformer import ReformerTokenizer
 
-from .file_utils import add_start_docstrings_to_callable
+from .file_utils import add_start_docstrings
 from .tokenization_utils_base import PREPARE_SEQ2SEQ_BATCH_DOCSTRING, BatchEncoding
 
 
@@ -104,7 +104,7 @@ def build_inputs_with_special_tokens(self, token_ids_0, token_ids_1=None) -> Lis
         # We don't expect to process pairs, but leave the pair logic for API consistency
         return token_ids_0 + token_ids_1 + [self.eos_token_id]
 
-    @add_start_docstrings_to_callable(PREPARE_SEQ2SEQ_BATCH_DOCSTRING)
+    @add_start_docstrings(PREPARE_SEQ2SEQ_BATCH_DOCSTRING)
     def prepare_seq2seq_batch(
         self,
         src_texts: List[str],